{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "06b93d4d-56f7-4a78-8d67-1b087b218e2d",
   "metadata": {},
   "source": [
    "# **1.4 商品详情**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1214af65-9adb-44cc-ac68-93760f9c6e3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "商品详情图像数量分布：\n",
      "product_photos_qty_range\n",
      "0-3     26612\n",
      "3-5      3912\n",
      "5-7      1311\n",
      "7-9       297\n",
      "9-15      198\n",
      "15+        10\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "product = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_products_dataset.csv')\n",
    "bins =[0,3,5,7,9,15,19]\n",
    "#定义一个列表，进行商品图片数量分类\n",
    "labels = ['0-3','3-5','5-7','7-9','9-15','15+']\n",
    "#商品图像数量分类标签\n",
    "product['product_photos_qty_range'] = pd.cut(product['product_photos_qty'],bins = bins, labels = labels)\n",
    "The_product_photos_qty_distribution = product['product_photos_qty_range'].value_counts().sort_values(ascending = False)\n",
    "The_product_photos_qty_distribution.plot(kind = 'pie',autopct='%1.1f%%', pctdistance=0.5, textprops={'fontsize': 10, 'color': 'white'}, startangle=90, counterclock=True)\n",
    "plt.title('商品详情图片数量占比分布', pad=20, fontsize=14)\n",
    "plt.ylabel('')\n",
    "plt.show()\n",
    "print('商品详情图像数量分布：')\n",
    "print(The_product_photos_qty_distribution)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce149c3a-c55a-4230-b5a6-a391d045d063",
   "metadata": {},
   "source": [
    "### 大多数商品图像在0-5张以内，不利于商品售卖，平台可组织专业团队为卖家商品进行高清shi'wu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "5ea3b56c-19c1-4b3d-b831-967df8cafba4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "商品详情文字计数分布：\n",
      "product_description_lenght_range\n",
      "0-500        13449\n",
      "500-1000     11144\n",
      "1000-1500     4131\n",
      "1500-2000     1776\n",
      "2000-3000     1356\n",
      "3000+          485\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "bins = [0,500,1000,1500,2000,3000,5000]\n",
    "#定义一个列表，进行商品文字描述字数分类\n",
    "labels = ['0-500','500-1000','1000-1500','1500-2000','2000-3000','3000+']\n",
    "#商品描述字数分类标签\n",
    "product['product_description_lenght_range'] = pd.cut(product['product_description_lenght'],bins = bins, labels = labels)\n",
    "The_product_description_lenght_distribution =product['product_description_lenght_range'] .value_counts().sort_values(ascending = False)\n",
    "The_product_description_lenght_distribution.plot(kind = 'pie', autopct='%1.1f%%', pctdistance=0.5, textprops={'fontsize': 10, 'color': 'white'}, startangle=90, counterclock=True)\n",
    "plt.title('商品详情文字计数分布', pad=20, fontsize=14)\n",
    "plt.ylabel('')\n",
    "plt.show()\n",
    "print('商品详情文字计数分布：')\n",
    "print(The_product_description_lenght_distribution)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20440388-2728-4041-b06e-6fab1dff41b6",
   "metadata": {},
   "source": [
    "### **大部分商品详情文字描述在0-1000字以内，过于简陋的商品详情页介绍使顾客对商品参数和卖点不了解不信任，进而减少购买。平台可出一个商品详情描述撰写的规范教程，或开展商品详情页代写服务，从而提高商品订购量。**"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
